{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "We have 144 days 01:44:00 worth of data for this one:\n",
      "Points=2096 Min=10.01264242 Max=10.01265194 Mean=10.012648391097313 Std=1.4037621588687197e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "# Fetch data\n",
    "columns = [\"Time\", \"3458A\"]\n",
    "dut=\"ADRmu2\"\n",
    "raw=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut+\"-3458A.csv\", usecols=columns)\n",
    "\n",
    "# Use datetime as index\n",
    "raw[\"Time\"] = pd.to_datetime(raw[\"Time\"])\n",
    "raw = raw.set_index(pd.DatetimeIndex(raw[\"Time\"]))\n",
    "raw = raw.drop('Time', axis=1)\n",
    "\n",
    "# Print some stats\n",
    "print(\"We have \"+str(raw.index.max() - raw.index.min())+\" worth of data for this one:\")\n",
    "print(\"Points=\"+str(raw[columns[1]].count())+\" \\\n",
    "Min=\"+str(raw[columns[1]].min())+\" \\\n",
    "Max=\"+str(raw[columns[1]].max())+\" \\\n",
    "Mean=\"+str(raw[columns[1]].mean())+\" \\\n",
    "Std=\"+str(raw[columns[1]].std()))\n",
    "\n",
    "# Conversion functions for secondary Y-axis\n",
    "def to_ppm(x):\n",
    "    return (x-raw[columns[1]].mean())/.00001\n",
    "\n",
    "def from_ppm(x):\n",
    "    return x*.00001+raw[columns[1]].mean()\n",
    "\n",
    "# Set up a plot\n",
    "plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "fig, ax = plt.subplots()\n",
    "ax.grid()\n",
    "ax.set(xlabel='time', ylabel='voltage (V)', title=dut+' vs HP 3458A')\n",
    "ax.plot(raw)\n",
    "\n",
    "# Set up a secondary Y-axis\n",
    "secax = ax.secondary_yaxis('right', functions=(to_ppm, from_ppm))\n",
    "secax.set_ylabel('deviation from mean (µV/V)')\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu2 vs ADRmu1\n",
      "Both were measured on 105 days:\n",
      "Max diff=0.016362524999999906     Mean=0.016360449380952383     Std=9.57369868610514e-07\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu2 vs ADRmu3\n",
      "Both were measured on 105 days:\n",
      "Max diff=0.06147215000000017     Mean=0.06146886776190465     Std=1.5308258801892486e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu2 vs ADRmu4\n",
      "Both were measured on 103 days:\n",
      "Max diff=0.008365620000001073     Mean=0.008361564223301077     Std=2.0713110083080956e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu2 vs ADRmu5\n",
      "Both were measured on 9 days:\n",
      "Max diff=0.04146099000000092     Mean=0.04144286555555511     Std=1.2425665839051228e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu2 vs ADRmu7\n",
      "Both were measured on 17 days:\n",
      "Max diff=0.030903140000001272     Mean=0.030861996764706134     Std=2.5564665980497998e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu2 vs ADRmu9\n",
      "Both were measured on 21 days:\n",
      "Max diff=0.013922609999999835     Mean=0.013911521190476233     Std=5.812349762208027e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu2 vs ADRmu12\n",
      "Both were measured on 1 days:\n",
      "Max diff=0.04128919499999917     Mean=0.04128919499999917     Std=nan\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "def MUvsMU(dut1, dut2):\n",
    "    print(dut1+' vs '+dut2)\n",
    "    \n",
    "    # Fetch data\n",
    "    columns = [\"Time\", \"3458A\"]\n",
    "    DUT_one=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut1+\"-3458A.csv\", usecols=columns)\n",
    "    DUT_two=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut2+\"-3458A.csv\", usecols=columns)\n",
    "\n",
    "    # Use datetime as index\n",
    "    DUT_one[\"Time\"] = pd.to_datetime(DUT_one[\"Time\"])\n",
    "    DUT_one = DUT_one.set_index(pd.DatetimeIndex(DUT_one[\"Time\"]))\n",
    "    DUT_one = DUT_one.drop('Time', axis=1)\n",
    "    DUT_one = DUT_one.rename(columns={\"3458A\": \"one\"})\n",
    "\n",
    "    # Resample to one daily value\n",
    "    daily_one = DUT_one.resample(\"d\").median()\n",
    "\n",
    "    DUT_two[\"Time\"] = pd.to_datetime(DUT_two[\"Time\"])\n",
    "    DUT_two = DUT_two.set_index(pd.DatetimeIndex(DUT_two[\"Time\"]))\n",
    "    DUT_two = DUT_two.drop('Time', axis=1)\n",
    "    DUT_two = DUT_two.rename(columns={\"3458A\": \"two\"})\n",
    "    daily_two = DUT_two.resample(\"d\").median()\n",
    "\n",
    "    # Join one and two based on day\n",
    "    both = daily_one.join(daily_two, on=\"Time\")\n",
    "    both= both.dropna()\n",
    "    both[\"diff\"] = abs(both[\"one\"] - both[\"two\"])\n",
    "\n",
    "    #Print some stats\n",
    "    print(\"Both were measured on \"+str(len(both))+\" days:\")\n",
    "    print(\"Max diff=\"+str(both[\"diff\"].max())+\" \\\n",
    "    Mean=\"+str(both[\"diff\"].mean())+\" \\\n",
    "    Std=\"+str(both[\"diff\"].std()))\n",
    "\n",
    "    # Conversion functions for secondary Y-axis\n",
    "    def to_ppm(x):\n",
    "        return (x-both[\"diff\"].mean())/.00001\n",
    "\n",
    "    def from_ppm(x):\n",
    "        return x*.00001+both[\"diff\"].mean()\n",
    "\n",
    "    # Set up a plot\n",
    "    plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.grid()\n",
    "    ax.set(xlabel='time', ylabel='difference (V)', title=dut1+' vs '+dut2)\n",
    "    ax.plot(both[\"diff\"])\n",
    "\n",
    "    # Set up a secondary Y-axis\n",
    "    secax = ax.secondary_yaxis('right', functions=(to_ppm, from_ppm))\n",
    "    secax.set_ylabel('deviation from mean (µV/V)')\n",
    "    ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "\n",
    "    plt.show()\n",
    "\n",
    "MUvsMU(\"ADRmu2\", \"ADRmu1\")\n",
    "MUvsMU(\"ADRmu2\", \"ADRmu3\")\n",
    "MUvsMU(\"ADRmu2\", \"ADRmu4\")\n",
    "MUvsMU(\"ADRmu2\", \"ADRmu5\")\n",
    "MUvsMU(\"ADRmu2\", \"ADRmu7\")\n",
    "MUvsMU(\"ADRmu2\", \"ADRmu9\")\n",
    "MUvsMU(\"ADRmu2\", \"ADRmu12\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
